Sarwar, A. et al. 2025. Harnessing Machine Learning for Predictive Maintenance in IoT-Based Smart Manufacturing Environments. UMT Artificial Intelligence Review. 4, 2 (Dec. 2025), 1–21. DOI:https://doi.org/10.32350/umt-air.42.01.